Irregular vs Gray Swan
Irregular vs Gray Swan, compared side by side on 14 data points: what each one does, how big it is, what it has raised, the tech running each site, and what users report. We score both out of 100 on traction, team and visibility: Irregular is on 58/100 and Gray Swan on 63/100.
Where each one leads
Irregular
- funding raised: $80.0M against $45.7M
Gray Swan
- our overall score: 63/100 against 58/100
At a glance
| Measure | Irregular | Gray Swan |
|---|---|---|
| What it is | Irregular is a frontier AI security lab that sets new standards in securing advanced artificial intelligence by testing next-generation AI systems for real-world threats. | Gray Swan provides enterprise-grade security solutions for LLMs, developed by the pioneers of AI vulnerability research, enabling confident AI deployment. |
| Category | Artificial Intelligence, Cybersecurity, AI Security, Frontier AI Lab | Cybersecurity, AI Safety, AI Alignment, Large Language Model |
| Sells toBusiness model | B2B | B2B |
| Offering | Platform | Software |
| Founded | 2025 | 2023 |
| Headquarters | US | Pittsburgh, United States |
| Status | Active | Active |
Size, funding and growth
| Measure | Irregular | Gray Swan |
|---|---|---|
| Employees | Not published | 81 |
| Total funding | $80.0M | $45.7M |
| Latest round | Seed, Series A | Series A |
| Valuation | $450M | $200M |
| LinkedIn followers | Not published | 7,116 |
StartupHub scores
Our own 0-100 ratings. They measure company strength and site quality, not which product suits you.
| Measure | Irregular | Gray Swan |
|---|---|---|
| StartupHub scoreOur 0-100 rating | 58/100 | 63/100 |
| Traction | 40/100 | 57/100 |
| Team | 50/100 | 70/100 |
| Search visibility | Not published | 23/100 |
| Quality | 78/100 | 72/100 |
| Agent readinessHow well an AI agent can read and act on the site | Not published | F (39/100) |
| Domain ratingLink authority, 0-100 | Not published | 64/100 |
Technology
Detected on each public site, so it reflects the marketing stack as well as the product.
| Measure | Irregular | Gray Swan |
|---|---|---|
| CDN | Not detected | Cloudflare |
| CMS | Not detected | Webflow |
| Frameworks | Not detected | Tailwind CSS |
| Analytics | Not detected | PostHog |
| Support stack | Not detected | HubSpot |
What users say
| Measure | Irregular | Gray Swan |
|---|---|---|
| Reddit sentimentThreads we track | Not published | 5 positive, 0 negative across 5 threads |
“Gray Swan AI—where AI security meets the underground. This is the proving ground for red teamers, hackers, & AI skeptics pushing models to their limits. Jailbreak, exploit, & expose vulnerabilities in cutting-edge AI systems.”r/
Irregular vs Gray Swan: common questions
Which is better, Irregular or Gray Swan?
On our 0-100 score Gray Swan rates higher (63/100 against 58/100). The score weights traction, team, visibility and profile completeness, so it reflects company strength rather than which product suits you. We compare the two on 14 data points above: read the rows that match what you are buying for.
How do Irregular and Gray Swan compare on the numbers?
Irregular leads on funding raised ($80.0M against $45.7M). Gray Swan leads on our overall score (63/100 against 58/100).
What do real users say about Irregular and Gray Swan?
Gray Swan: 5 positive and 0 negative mentions across 5 Reddit threads we track.
Read the full Irregular review and pricing or the Gray Swan review and pricing. You can also browse other Irregular alternatives we track.

